ContextWeaver

One sentence. Multiple systems. Policy-aware. Per-user credentials.

124+ Tools
15 Built-in Plugins
5 Vault Backends
7-Step Wizard

Multiple Entry Points

💬
Chat UI
User speaks naturally in the AI Hub
🔌
REST API
Secure API for 3rd-party apps (OAuth2 + JWT)
🤖
MCP Client
Claude Desktop, Cursor, VS Code Copilot
Webhooks
Event-driven triggers from any system

How It Works

From natural language to cross-system execution in four steps

1
🗣️
User Speaks

"Book a flight BOS→NYC and charge my Amex"

2
🤖
Agent Orchestrates

AI Hub decomposes intent, applies RAG policies, selects tools

3
Connectors Execute

MCP connectors call APIs — flights, payments, email — with user credentials

4
🛡️
Policies Enforce

RAG policies & vault rules enforce limits, approvals & compliance at every step

Platform Architecture

Three pillars — 🧠 Cerebro, 🌐 Loom, 🧶 Weave. Every backend swappable. Zero lock-in.

🧠 Cerebro — Runtime Platform
Chat UI
CLI / SDK
REST API
🧶 Weave — Knowledge & Plugin Orchestration
AI Hub
MCP Server
RAG Engine
🌐 Loom — Infrastructure Layer
LLM
Search
Database
Vault
Auth
Infra

Built-in Plugin Catalog

15 plugins · 124 tools · Production-ready integrations with per-user credentials and RAG enforcement

Available Now — 4 Plugins · 33 Tools
Email Assistant

13 Tools

Gmail, Outlook, 10+ providers — send, search, drafts, labels, folders with per-user OAuth

GitHub Assistant

6 Tools

Repos, issues, PRs, actions, code search, commits

Payments (Stripe)

10 Tools

Charges, refunds, cards, invoices, subscriptions — PCI Level 1 compliant

Travel Services

4 Tools

Proxy to upstream MCP servers — flights, hotels, itinerary management

Coming Soon — 11 Plugins · 91 Tools
📅
Calendar

8 tools

Meetings, free slots, invites

📋
Jira / Project

12 tools

Tickets, sprints, boards

💬
Slack / Teams

9 tools

Messages, channels, search

📄
Document

10 tools

Create, edit, share, PDF

🗄
Database

8 tools

SQL/NoSQL, schema, writes

Cloud Ops

11 tools

K8s, VMs, DNS, certs

📊
Analytics

7 tools

Datadog, Splunk, dashboards

🔔
Notifications

6 tools

PagerDuty, Twilio, push

👤
Identity

8 tools

Okta, Entra, group sync

📦
Storage

7 tools

S3, Blob, GCS, pre-signed

🔐
Secrets

5 tools

Rotate keys, check expiry

More plugins coming soon — build your own with the no-code wizard

Industry Vertical Plugin Roadmap

40+ plugins · 300+ tools across 8 industries — one platform, every vertical

40+ Industry Plugins
300+ Specialized Tools
8 Verticals
🏥
Healthcare & Biotech

4 Plugins · 38 Tools

Epic EHR — 14 tools
Patient lookup, lab results, prescriptions, referrals, vitals, allergies, encounters, orders, scheduling

HL7 FHIR — 10 tools
Resource read/write/search, bundle, patient match, CDS hooks, terminology, consent

Clinical Trials — 8 tools
Protocol search, enrollment, adverse events, site management, patient matching

Drug Interaction — 6 tools
Interactions, contraindications, dosage calc, formulary lookup

💰
Financial Services

4 Plugins · 36 Tools

Bloomberg Terminal — 12 tools
Quotes, portfolio, risk analytics, trade execution, compliance, FX rates, yield curve

Plaid Banking — 9 tools
Account link, balance, transactions, identity verify, income verify, transfers

QuickBooks — 8 tools
Invoices, payments, expenses, P&L, balance sheet, tax summary

Compliance/KYC — 7 tools
Identity verify, sanctions screen, PEP check, risk score, audit trail

🚀
Aerospace & Defense

3 Plugins · 26 Tools

Jira Aerospace — 10 tools
Requirement trace, DO-178C compliance, change request, FMEA, certification, audit

Supply Chain — 9 tools
Parts lookup, ITAR compliance, vendor qualify, procurement, quality inspection

Fleet Management — 7 tools
Aircraft status, maintenance schedule, airworthiness directive, MEL/CDL check

Legal

3 Plugins · 19 Tools

Westlaw/LexisNexis — 8 tools
Case search, statute lookup, citation check, brief analysis, precedent find

DocuSign/e-Sign — 6 tools
Envelope create, sign request, status check, download signed, bulk send

Billing/Timesheet — 5 tools
Time entry, invoice generate, matter track, trust account, LEDES export

🏭
Manufacturing

2 Plugins · 18 Tools

SAP Integration — 11 tools
Material master, purchase order, production order, inventory, quality, billing, MRP run

IoT/SCADA — 7 tools
Sensor read, alert threshold, device status, predictive maintenance, OEE calculate

🏫
Education

2 Plugins · 14 Tools

Canvas/Blackboard — 8 tools
Grade submit, assignment create, roster sync, quiz generate, plagiarism check

Student Information — 6 tools
Enrollment, transcript, financial aid, advising, degree audit, registration

🛒
Retail & E-Commerce

2 Plugins · 19 Tools

Shopify — 9 tools
Product manage, order process, inventory sync, discount create, fulfillment, analytics

Salesforce CRM — 10 tools
Lead create, opportunity update, contact search, case create, forecast, campaign

Build Your Own

Unlimited Plugins

Use the no-code wizard to create a new MCP connector from any REST/gRPC API. Paste an OpenAPI spec, configure tools, and deploy in minutes. Build custom verticals for any industry.

One platform, every industry — build many verticals on a single foundation

The Lego System

Build, Proxy, or Extend — snap connectors together like building blocks

🔧
Build

Use the 7-step wizard to create a new MCP connector from any REST/gRPC API. No code required — just paste the OpenAPI spec.

🌐
Proxy

Wrap legacy systems behind the MCP protocol. Internal APIs, SOAP services, mainframes — all become AI-accessible tools.

🧩
Extend

Add custom logic to existing connectors — validation rules, data transforms, approval workflows — without touching the core.

Industry Applications
B2B DevOps
B2C Travel
Healthcare
FinTech
Commerce
ITSM

Hierarchical Scope

Credentials and policies cascade from Org → Group → User

Credential Cascade
Organization
Shared API keys, service accounts
Group
Team tokens, department keys
User
Personal OAuth, API tokens
RAG Policy Cascade
Organization
Global compliance rules, spending caps
Group
Department budgets, tool access
User
Personal preferences, limits

Enterprise Security

Security by architecture, not by afterthought

AI Sees Tool Names Only

The LLM receives tool definitions, never credentials or raw data. Zero-knowledge by design.

Engine Resolves & Discards

Credentials are fetched from Vault at execution time, used once, then discarded. Never cached in memory.

Vault (AES-256)

5 vault backends supported. All secrets encrypted at rest with AES-256. Rotate keys without downtime.

Stripe PCI Level 1

Payment processing through Stripe’s PCI DSS Level 1 certified infrastructure. Card data never touches our servers.

SSO & RBAC

SAML/OIDC single sign-on, role-based access control, and hierarchical permission scoping per user, group, and org.

RAG Policies

Ingest policies from PDFs, URLs, wikis, databases, and blob storage. Sources are chunked, vectorized, and stored in AI search indexes. The agent performs semantic search before every action — enforcing rules automatically. No coding required.

Key Differentiators

What makes ContextWeaver fundamentally different from everything else on the market

Capability LangChain /
CrewAI
Microsoft
Copilot
ServiceNow
Now Assist
Salesforce
Einstein
Context
Weaver
Multi-system orchestration
Chain tools across different platforms in one request
⚠️ Code only
Requires Python dev
❌ M365 only
Single ecosystem
⚠️ ITSM only
ServiceNow ecosystem
❌ CRM only
Salesforce ecosystem
Any system
MCP protocol, unlimited
Per-user credential isolation
Different users get different API keys automatically
❌ Shared env vars ⚠️ M365 tokens ⚠️ ITSM sessions ⚠️ CRM tokens Vault cascade
User → Group → Org
Hierarchical policy enforcement
Org rules + team rules + user preferences, all via document upload
❌ None ❌ None ⚠️ Workflow rules
Hardcoded, not RAG
❌ None RAG-based
Any data source → vector index
No-code plugin builder
Non-developers can create new AI integrations
❌ Python only ❌ No custom ⚠️ Flow Designer
ITSM-specific
⚠️ Einstein Builder
CRM-specific
7-step wizard
Any system, drag & drop
Cloud-agnostic deployment
Run on any cloud or on-premises
✅ Self-host ❌ Azure only ❌ SaaS only ❌ SaaS only Any cloud + on-prem
6 swappable backends
Open protocol (MCP)
Industry-standard protocol, not proprietary lock-in
❌ Custom API ❌ Proprietary ❌ Proprietary ❌ Proprietary MCP standard
Anthropic's open protocol
Multi-connector plugins
One plugin can access multiple external systems
⚠️ Code wiring ❌ No ❌ No ❌ No N:N attach
UI checkbox attach
Policy via multi-source knowledge ingestion
Ingest from PDFs, URLs, wikis, databases — vectorized into searchable indexes
❌ No ❌ No ❌ No ❌ No Multi-source RAG
Files, URLs, wikis, DBs → vector index
Same request, different users
Different policies, credentials, and outcomes per user
❌ Same for all ⚠️ M365 role-based ⚠️ ITSM roles ⚠️ CRM profiles Full cascade
Creds + policies + prefs
LLM / AI model choice
Swap between AI models without code changes
✅ Any model ❌ GPT-4 only ❌ Their model ❌ Their model Any LLM
Azure, Ollama, any API
Connector marketplace potential
Ecosystem of third-party integrations
⚠️ PyPI packages ⚠️ Copilot Plugins ⚠️ NOW Store ⚠️ AppExchange MCP ecosystem
Build + proxy + extend
Pricing model
Cost structure for enterprises
✅ Open source ❌ $30/user/mo
+ M365 required
❌ $100+/user/mo
Enterprise lock-in
❌ $50+/user/mo
Per cloud pricing
Free + $29/$99
Community tier free
Platform, Not Point Solution

Copilot works with M365. Einstein works with Salesforce. Now Assist works with ServiceNow. Each solves ONE ecosystem.

ContextWeaver connects to any system — your CRM, ERP, ITSM, DevOps, comms, payments, and custom internal tools — all in one platform. One prompt can chain actions across all of them.

Security-First Architecture

Other platforms share one API key for everyone. Or worse — put credentials in environment variables.

ContextWeaver resolves credentials per-user, per-request from an encrypted vault. The LLM never sees secrets. Cards never touch the platform. Each tool call is an isolated execution — like separate locked rooms.

Multi-Source Knowledge Ingestion & Policy Enforcement

Traditional systems enforce rules through code. Change a policy = code change + deploy + testing cycle.

ContextWeaver ingests policy data from any source — PDFs, web pages, wikis (Azure DevOps, Confluence), databases, blob storage, even pasted text. Each source is chunked, embedded into vectors, and stored in searchable AI indexes (Azure AI Search, Elasticsearch, or ChromaDB). Before every action, the AI performs a semantic vector search across these indexes to find applicable rules — at three scope levels: company > team > personal. Change a policy document → the AI's behavior changes instantly. No code. No deploy.

Lego Architecture

Other AI platforms are monolithic — you get what they built, nothing more.

ContextWeaver is a Lego system. Every connector is a block. Snap them together: Jira + GitHub + K8s = DevOps automation. Stripe + Travel + Email = booking service. Build new connectors, proxy existing MCP servers, or extend and combine — unlimited possibilities for any industry.

Zero Vendor Lock-in

Copilot requires Azure. Einstein requires Salesforce Cloud. Now Assist requires ServiceNow instances.

ContextWeaver runs on any infrastructure: Azure, AWS, GCP, or your own servers. Swap the LLM (GPT-4, Claude, Llama, Ollama). Swap the database (Cosmos, MongoDB, PostgreSQL). Swap the vault (Azure KV, HashiCorp, AWS). The application stays the same.

B2B + B2C Ready

Most enterprise AI platforms serve only internal employees. Consumer-facing AI has no governance.

ContextWeaver serves both. B2B: hierarchical RBAC, audit trails, on-prem deploy, SOC2. B2C: PCI-compliant payments, OAuth social login, per-user isolation, GDPR. Same platform, same security model — whether you have 10 employees or 10 million customers.

Infrastructure as Code

Other platforms require days of manual setup, clicking through cloud consoles, and tribal knowledge.

Deploy the entire ContextWeaver platform from scratch in ~20 minutes with Terraform. 9 cloud-agnostic modules, 2 Helm charts (cerebro-app rev 5, mcp1 rev 3), one command. Day-2 operations via helm upgrade / helm rollback. Swap between Azure, AWS, or GCP by changing one directory — same app code, same Helm charts, same security model.

Built-in SRE Observability

Most AI platforms ship with zero monitoring. When something breaks, you're flying blind.

Built-in SRE monitoring with Prometheus + Grafana + Loki 3. 7 dashboards, 12 alert rules, centralized log aggregation with LogQL search, zero PII — all user IDs are sha256-hashed. Embedded in the app via the Monitoring tab with an iframe dashboard switcher, plus a Cluster View tab showing all namespaces and pod details. Not bolted on as an afterthought.

See It In Action

Deep-dive walkthroughs showing ContextWeaver end-to-end

✈️
Travel Planner

Book flights, charge cards, send confirmations — all from one sentence with policy enforcement at every step.

View Scenario →
⚙️
DevOps Pipeline

Create repos, configure CI/CD, manage PRs and deployments using natural language commands.

View Scenario →
📈
Smart Trading

AI-powered portfolio analysis, trade execution, and risk management with real-time compliance checks.

View Scenario →

🏢 Customer Isolation — One Platform, Complete Separation

Every customer shares the same infrastructure but has complete data and resource isolation.

🌐
Namespace Isolation

Each customer runs in its own K8s namespace with strict NetworkPolicy

👤
Identity Isolation

Per-customer Managed Identity — can only access its own resources

🗄️
Data Isolation

Separate vault, database, and search indexes — data never crosses

🛡️
Network Isolation

Istio mTLS encrypts all traffic — no cross-namespace access allowed

Enterprise Multi-User Security

The #1 problem with agentic AI: every user shares the same credentials, the same data, and the same permissions

ContextWeaver was built from day one for multi-user enterprise environments. Identity, credentials, and knowledge boundaries are enforced at the engine level — not bolted on after the fact.

Identity-Aware MCP

Every tool call carries the authenticated user's identity, injected and enforced at the MCP engine level. The AI agent never decides who the user is — the platform does. No prompt injection can bypass it. MFA-ready via Entra Conditional Access — customer admins can enforce multi-factor authentication on every login.

Per-User Credential Vault

Credentials resolve through a cascade: User → Group → Org. Each user's API keys live in an encrypted vault partition. The AI agent never sees raw secrets — only the platform injects them at execution time.

5-Level Knowledge Isolation

RAG indexes are scoped across five levels: User → Group → Org → Plugin → Engine. Private data is invisible to other users. Policies are enforced in code with index-naming conventions and ACLs — not in prompts.

Visual Designer

Design, configure, and deploy entire MCP engine topologies from an interactive SVG canvas — no code required

ContextWeaver Visual Designer — annotated diagram showing engine, plugins, connectors, sources, and security toggles
Drag & Drop SVG Canvas

Design MCP engine topologies visually on a pure SVG canvas. Drag engines, plugins, connectors, and sources into place. Every interactive element has real-time tooltips for instant guidance.

Visual Plugin Management

Enable or disable plugins with a click. Toggle security settings per-plugin. Attach connectors and configure scopes — all from consolidated visual cards with inline controls.

Connector Credential Config

Configure connector credentials directly on the canvas with integrated vault support. Credentials are resolved through the hierarchical vault cascade — never exposed to the UI or the LLM.

Source Management

Manage RAG knowledge sources through consolidated cards grouped by scope (User, Group, Org). Add documents, URLs, wikis, and database connections from a single unified interface.

Ingest Pipeline

One-click ingest pipeline: chunk → embed → index to Azure AI Search. Sources are automatically processed through Azure OpenAI embeddings and stored in searchable vector indexes.

Hierarchical RAG Cascade

The visual designer exposes the full RAG cascade: User → Group → Org → Plugin → Engine. Each level's policies are searched at runtime, giving every user a personalized AI experience.

Blueprint Save & Load

Save your entire engine topology as a blueprint to Cosmos DB. Load, version, and share blueprints across teams. Deploy full topologies from saved designs with one click.

Real-Time Guidance

Every interactive element on the canvas shows contextual tooltips. Hover any button, toggle, or card for an instant explanation — making the entire topology design self-documenting and beginner-friendly.

Cluster View

Horizontal card layout of all Kubernetes namespaces with expandable pod details — images, digests, resources, Helm metadata. Double-click to navigate to Visual Designer or Monitoring.

Ready to Transform Your Enterprise?

See how ContextWeaver turns natural language into secure, cross-system action.

Protected under U.S. Patent #768758